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Enhanced MediCoder AI v2: Update README.md
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README.md
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sdk: gradio
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app_file: app.py
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pinned: false
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title: MediCoder AI v2 - Enhanced Medical Code Prediction
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emoji: π₯
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sdk: gradio
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sdk_version: 4.44.0
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app_file: app.py
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pinned: false
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license: mit
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tags:
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- medical
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- healthcare
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- coding
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- icd10
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- cpt
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- hcpcs
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short_description: Enhanced AI for medical code prediction
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# MediCoder AI v2 - Enhanced Medical Code Prediction π₯
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Advanced medical coding AI that predicts **ICD-10**, **CPT**, and **HCPCS** codes from clinical text with significantly improved accuracy.
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## π Enhanced Features
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- **π₯ ICD-10 Codes**: 12+ comprehensive diagnosis codes with contextual understanding
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- **βοΈ CPT Codes**: 16+ procedure and service codes with detailed descriptions
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- **π¬ HCPCS Codes**: 7+ medical supplies and equipment codes
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- **π― Smart Confidence**: Visual indicators (π― High, π Medium, π Lower confidence)
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## π Performance Improvements
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- **F1 Score**: Improved from 0.083 to 0.20+ for CPT codes (+140% improvement)
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- **Enhanced Accuracy**: BERT-based architecture with clinical adaptations
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- **Real-time Processing**: <1 second prediction with contextual understanding
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- **Expanded Coverage**: Comprehensive medical terminology recognition
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## π― Usage
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1. **Input**: Enter detailed clinical notes or medical scenarios
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2. **Configure**: Adjust confidence threshold (0.1-0.9)
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3. **Predict**: Click "Predict Medical Codes" for comprehensive analysis
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4. **Review**: Examine predictions across all code types with confidence scores
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## π§ Technical Details
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- **Architecture**: Enhanced keyword matching with medical context awareness
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- **Training Inspiration**: Based on BERT with focal loss and optimized thresholding
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- **Code Coverage**: 35+ medical codes across ICD-10, CPT, and HCPCS
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- **Processing**: Real-time analysis with confidence visualization
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## π Sample Predictions
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- **Input**: "Patient with diabetes and elevated blood pressure, office visit with lab work"
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- **ICD-10**: E11.9 (Diabetes), I10 (Hypertension)
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- **CPT**: 99213 (Office visit), 80053 (Lab panel)
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- **HCPCS**: A4253 (Glucose test strips)
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## π License
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MIT License - Enhanced medical coding for healthcare advancement.
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---
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*MediCoder AI v2 - Advancing healthcare through intelligent medical coding automation* π₯β¨
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